CN1761887B - Method and apparatus for processing navigation data in position determination - Google Patents
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- G—PHYSICS
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- G01S5/00—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
- G01S5/02—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using radio waves
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- G01S5/00—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
- G01S5/02—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using radio waves
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- G01S19/00—Satellite radio beacon positioning systems; Determining position, velocity or attitude using signals transmitted by such systems
- G01S19/38—Determining a navigation solution using signals transmitted by a satellite radio beacon positioning system
- G01S19/39—Determining a navigation solution using signals transmitted by a satellite radio beacon positioning system the satellite radio beacon positioning system transmitting time-stamped messages, e.g. GPS [Global Positioning System], GLONASS [Global Orbiting Navigation Satellite System] or GALILEO
- G01S19/396—Determining accuracy or reliability of position or pseudorange measurements
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- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S3/00—Direction-finders for determining the direction from which infrasonic, sonic, ultrasonic or electromagnetic waves, or particle emission, not having a directional significance, are being received
- G01S3/02—Direction-finders for determining the direction from which infrasonic, sonic, ultrasonic or electromagnetic waves, or particle emission, not having a directional significance, are being received using radio waves
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- G01S5/00—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
- G01S5/02—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using radio waves
- G01S5/0278—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using radio waves involving statistical or probabilistic considerations
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- G—PHYSICS
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- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S5/00—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
- G01S5/02—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using radio waves
- G01S5/14—Determining absolute distances from a plurality of spaced points of known location
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Abstract
Description
相关申请的交叉引用Cross References to Related Applications
本申请要求于2003年2月14提交的美国临时申请No.60/447,506和2003年8月7日提交的美国临时申请No.60/493,536的优先权。This application claims priority to US Provisional Application No. 60/447,506, filed February 14, 2003, and US Provisional Application No. 60/493,536, filed August 7, 2003.
技术领域technical field
本发明涉及位置确定系统,并且更具体地涉及对虚警(falsealarm)的处理。The present invention relates to position determination systems, and more particularly to the handling of false alarms.
背景技术Background technique
为了在无线蜂窝网络(例如蜂窝电话网络)中执行位置定位,几种方法基于对定时信息的使用来执行三角测量(triangulation),该定时信息在多个基站中的每一个基站和诸如蜂窝电话之类的移动设备之间发送。一种称为高级前向链路三角算法(AFLT)或增强观测时间差(EOTD)的方法在移动设备处测量从多个基站中的每一个基站发送的信号的到达时间。将这些时间发送到位置确定实体(PDE)(例如定位服务器),该位置确定实体使用这些接收时间来计算移动设备的位置。协调这些基站处的发送时间,以便在特定的时间实例,与多个基站相关联的日期时间(time-of-day)在特定的误差界限内。使用基站的精确位置和接收时间来确定移动设备的位置。To perform position location in a wireless cellular network, such as a cellular telephone network, several methods perform triangulation based on the use of timing information between each of a plurality of base stations and, for example, cellular telephones. sent between mobile devices of the same class. A method known as Advanced Forward Link Triangulation (AFLT) or Enhanced Observed Time Difference (EOTD) measures at the mobile device the time of arrival of signals transmitted from each of a plurality of base stations. These times are sent to a Position Determining Entity (PDE), such as a positioning server, which uses these received times to calculate the position of the mobile device. The transmission times at the base stations are coordinated such that at a particular instance of time, the time-of-day associated with the plurality of base stations is within a particular margin of error. Use the precise location of the base station and the time of reception to determine the location of the mobile device.
图1示出了AFLT系统的例子,其中在移动蜂窝电话111处测量从蜂窝基站101、103和105接收信号的时间(TR1、TR2和TR3)。然后,可以使用这一定时数据来计算移动设备的位置。这种计算可以在移动设备处完成,或者如果将由移动设备这样获得的定时信息经由通信链路发送到定位服务器,则这种计算可以在定位服务器处完成。典型地,通过蜂窝基站之一(例如基站101或103或105)将接收时间传送到定位服务器115。将定位服务器115连接为通过移动交换中心113从基站接收数据。定位服务器可以包括基站年历(BSA)服务器,该基站年历服务器提供基站位置和/或基站覆盖范围。作为选择,定位服务器和BSA服务器可以彼此分离,并且定位服务器与基站进行通信以获得基站年历用于位置确定。移动交换中心113向陆线(land-line)公共交换电话系统(PSTS)提供信号(例如语音通信)并从陆线公共交换电话系统接收信号,以便信号可以传送到移动电话并从移动电话传送到其他电话(例如PSTS上的陆线电话或其他移动电话)。在一些情况下,定位服务器还可以监视来自多个基站的发射信号,以确定这些发射信号的相对定时。Figure 1 shows an example of an AFLT system in which the times (TR1, TR2 and TR3) of signals received from cellular base stations 101, 103 and 105 are measured at a mobile cellular telephone 111 . This timing data can then be used to calculate the location of the mobile device. Such calculations may be done at the mobile device, or at the location server if the timing information thus obtained by the mobile device is sent to the location server via a communication link. Typically, the time of reception is communicated to the positioning server 115 by one of the cellular base stations (eg base station 101 or 103 or 105). The positioning server 115 is connected to receive data from the base stations via the mobile switching center 113 . A location server may include a base station almanac (BSA) server that provides base station locations and/or base station coverage. Alternatively, the location server and the BSA server may be separate from each other, and the location server communicates with the base station to obtain the base station almanac for location determination. The mobile switching center 113 provides signals (e.g., voice communications) to and receives signals from the land-line Public Switched Telephone System (PSTS) so that signals can be transmitted to and from mobile phones to Other phones (such as landline phones on PSTS or other mobile phones). In some cases, the location server may also monitor transmissions from multiple base stations to determine the relative timing of these transmissions.
在另一种称为到达时间差(TDOA)的方法中,在多个基站处测量(例如测量发生在基站101、103和105处)从移动设备接收信号的时间。如果将箭头TR1、TR2和TR3反向,则图1适用于这一情况。然后,可以将这一定时数据传送到定位服务器以计算移动设备的位置。In another method, known as Time Difference of Arrival (TDOA), the time at which a signal is received from a mobile device is measured at multiple base stations (eg, the measurement occurs at base stations 101, 103, and 105). Figure 1 applies to this case if the arrows TR1, TR2 and TR3 are reversed. This timing data can then be communicated to a location server to calculate the location of the mobile device.
进行位置定位的第三种方法涉及在移动设备中使用这样的接收机,该接收机是美国全球定位卫星(GPS)系统或其他卫星定位系统(SPS),诸如俄罗斯的GLONASS系统和已提出的欧洲Galileo系统接收机,或卫星和伪卫星(pseudolite)组合接收机。伪卫星是陆基(ground-based)发射机,其广播调制在L波段载波信号上、通常与SPS时间同步的PN码(类似于GPS信号)。可以为每个发射机指定唯一的PN码,以便可以由远端接收机识别。在有可能不能获得来自轨道卫星的SPS信号的情况下,诸如在隧道、矿井、建筑物或其他封闭区域的情况下,伪卫星是有用的。此处所使用的术语“卫星”意在包括伪卫星或伪卫星的等同物,并且此处所使用的术语“GPS信号”意在包括来自伪卫星或伪卫星的等同物的类似于GPS信号的信号。这种采用SPS信号接收机的方法可以是完全自主的,或者可以利用蜂窝网络来提供辅助数据或共享位置计算。为简化起见,我们称这些各种的方法为“SPS”。在美国专利6,208,290、5,841,396、5,874,914、5,945,944和5,812,087中描述了这些种方法的例子。例如,美国专利No.5,945,944描述了一种从蜂窝电话发送信号中获得精确的时间信息的方法,结合SPS信号来确定接收机的位置;美国专利No.5,874,914描述了一种方法,其通过通信链路向接收机发送可视卫星的多普勒频移,以确定接收机的位置;美国专利No.5,874,914描述了一种方法,其通过通信链路向接收机发送卫星年历数据(或星历数据),以帮助接收机确定其位置;美国专利No.5,874,914还描述了一种方法,其锁定到蜂窝电话系统的精确载波频率信号,以在接收机处为SPS信号捕获提供参考信号;美国专利No.6,208,290描述了一种方法,其使用接收机的近似位置来确定近似多普勒频移,以减少SPS信号处理时间;以及美国专利No.5,812,087描述了一种方法,其比较在不同实体处接收到的卫星数据消息的不同记录,以确定在接收机处接收多个记录中的一个的时间,从而来确定接收机的位置。在实际的低成本实现中,将移动蜂窝通信接收机和SPS接收机集成到同一壳体中,并且实际上可以共享公共的电子电路。A third method of position determination involves the use in mobile devices of receivers such as the US Global Positioning Satellite (GPS) system or other Satellite Positioning Systems (SPS), such as the Russian GLONASS system and the proposed European Galileo system receivers, or combined satellite and pseudolite (pseudolite) receivers. Pseudolites are ground-based transmitters that broadcast a PN code (similar to a GPS signal) modulated on an L-band carrier signal, usually time-synchronized with the SPS. Each transmitter can be assigned a unique PN code so that it can be identified by the remote receiver. Pseudolites are useful in situations where it may not be possible to obtain SPS signals from orbiting satellites, such as in tunnels, mines, buildings or other enclosed areas. The term "satellite" as used herein is intended to include pseudolites or equivalents of pseudolites, and the term "GPS signal" as used herein is intended to include signals similar to GPS signals from pseudolites or equivalents of pseudolites. This approach using SPS signal receivers can be fully autonomous, or it can leverage the cellular network to provide assistance data or share position calculations. For simplicity, we refer to these various methods as "SPS". Examples of these kinds of methods are described in US Pat. For example, U.S. Patent No. 5,945,944 describes a method for obtaining precise time information from a cell phone transmission signal, combined with an SPS signal to determine the receiver's position; U.S. Patent No. 5,874,914 describes a method for Sends the Doppler shifts of visible satellites to the receiver to determine the receiver's position; U.S. Patent No. 5,874,914 describes a method of sending satellite almanac data (or ephemeris data) to the receiver over a communications link ) to help the receiver determine its location; U.S. Patent No. 5,874,914 also describes a method that locks to the precise carrier frequency signal of the cellular phone system to provide a reference signal for SPS signal acquisition at the receiver; U.S. Patent No. .6,208,290 describes a method that uses the approximate location of the receiver to determine an approximate Doppler shift to reduce SPS signal processing time; and U.S. Patent No. 5,812,087 describes a method that compares Different records of incoming satellite data messages are used to determine when one of the records is received at the receiver to determine the receiver's position. In a practical low-cost implementation, the mobile cellular communication receiver and the SPS receiver are integrated into the same housing and may actually share common electronic circuitry.
在以上方法的又一变型中,得到从基站发送到移动设备然后返回的信号的往返延迟(RTD)。在一种相似但可作为替代的方法中,得到从移动设备发送到基站然后返回的信号的往返延迟。将这些往返延迟中的每一个都除以2,以确定单向时延的估计值。基站的位置信息加上单向延迟将移动设备的位置约束为地球上的一个圆。来自不同基站的两个这样的测量值产生两个圆的交点,该交点接下来将位置约束为地球上的两个点。第三个测量值(可以是到达角度或小区扇区)将解决这种模糊性。In yet another variation of the above method, the round trip delay (RTD) of the signal sent from the base station to the mobile device and back is obtained. In a similar but alternative approach, the round-trip delay of a signal sent from a mobile device to a base station and back is found. Divide each of these round-trip delays by 2 to determine an estimate of the one-way delay. The base station's location information plus the one-way delay constrains the mobile's location to a circle on the Earth. Two such measurements from different base stations yield the intersection of two circles, which in turn constrains the location to two points on the earth. A third measurement (which could be angle of arrival or cell sector) will resolve this ambiguity.
AFLT或TDOA与SPS系统的组合称为“混合”系统。例如,美国专利5,999,124描述了一种混合系统,其中根据至少以下时间测量值的组合来确定基于小区的收发信机的位置:i)代表基于小区的通信信号中的消息在基于小区的收发信机和通信系统之间的行进时间的时间测量值;ii)以及代表SPS信号的行进时间的时间测量值。The combination of AFLT or TDOA with an SPS system is called a "hybrid" system. For example, U.S. Patent 5,999,124 describes a hybrid system in which the location of a cell-based transceiver is determined from a combination of at least the following time measurements: i) ii) and a time measurement representing the travel time of the SPS signal.
高度辅助(altitude aiding)已经用在各种方法中,用于确定移动设备的位置。高度辅助典型地基于对高度的伪测量(pseudo-measurement)。移动设备的位置的高度信息将该移动设备的可能位置约束为一个球(或椭球)表面,其中心位于地球的中心。可以使用这一信息来减少确定移动设备的位置所需的独立测量值的数目。例如,美国专利No.6,061,018描述了一种从小区对象的信息确定估计高度的方法,该小区对象可以是具有与移动设备进行通信的小区站点发射机的小区站点。Altitude aiding has been used in various methods for determining the position of a mobile device. Altitude assistance is typically based on pseudo-measurements of altitude. The altitude information for the location of the mobile device constrains the possible locations of the mobile device as the surface of a sphere (or ellipsoid) centered at the center of the earth. This information can be used to reduce the number of independent measurements required to determine the location of the mobile device. For example, US Patent No. 6,061,018 describes a method of determining an estimated altitude from information of a cell object, which may be a cell site with a cell site transmitter in communication with a mobile device.
当最少的一组测量值可用时,可以针对移动台的位置确定导航方程的唯一解。当多于一个额外测量值可用时,可以获得“最佳”解,以最佳地拟合所有可用的测量值(例如通过对导航方程的剩余向量进行最小化的最小二乘解过程)。因为在有冗余测量值时,由于测量中的噪声或误差,剩余向量典型地是非零的,所以可以使用完整性监控算法(integrity-monitoring algorithm)来确定所有的测量值是否彼此一致。例如,可以使用传统的接收机自主完整性监控(RAIM)算法来检测一组冗余测量值中是否有一致性问题。例如,一种RAIM算法确定导航方程的剩余向量大小是否低于门限值。如果剩余向量的大小小于门限,则将测量值视为一致。如果剩余向量的大小大于门限,则存在完整性问题,在此情况下,就可以去除表现为引起最大不一致性的冗余测量值之一,以获得改善的解。When a minimum set of measurements is available, a unique solution to the navigation equations can be determined for the position of the mobile station. When more than one additional measurement is available, a "best" solution can be obtained that best fits all available measurements (eg, by a least squares solution procedure that minimizes the remaining vectors of the navigation equations). Because when there are redundant measurements, the residual vector is typically non-zero due to noise or errors in the measurements, an integrity-monitoring algorithm can be used to determine whether all measurements are consistent with each other. For example, conventional Receiver Autonomous Integrity Monitoring (RAIM) algorithms can be used to detect consistency problems in a set of redundant measurements. For example, a RAIM algorithm determines whether the remaining vector size of the navigation equation is below a threshold. If the size of the remaining vector is smaller than the threshold, the measurements are considered to be consistent. If the size of the remaining vector is larger than a threshold, then there is an integrity problem, in which case one of the redundant measurements that appears to cause the greatest inconsistency can be removed to obtain an improved solution.
发明内容Contents of the invention
在此将描述用于在位置确定中处理虚警的方法和设备。本部分将概述本发明的一些实施方式。Methods and apparatus for handling false alarms in position determination will be described herein. This section will outline some embodiments of the invention.
本发明的至少一个实施方式在位置确定过程中估计和使用测量值虚警概率。在一个实施方式中,组合所估计的测量值虚警概率,以确定所确定的位置解的可靠性或作为一个集(collection)的一组测量值的可靠性。在一个实施方式中,将所估计的测量值虚警概率用于隔离和去掉错误的测量值。例如,根据测量值虚警概率对用于识别错误测量值的传统的基于几何学的度量进行进一步加权,以便确定错误的测量值。At least one embodiment of the invention estimates and uses the measurement false alarm probability in the position determination process. In one embodiment, the estimated false alarm probabilities of measurements are combined to determine the reliability of the determined position solution or the reliability of a set of measurements as a collection. In one embodiment, the estimated measurement false alarm probability is used to isolate and remove erroneous measurements. For example, conventional geometry-based metrics for identifying erroneous measurements are further weighted according to the measurement false alarm probability in order to determine erroneous measurements.
在本发明的一个方面中,一种用于移动台的位置确定方法包括:从在移动台处接收到的位置确定信号来确定用于移动台的位置确定的第一测量值(例如GPS信号或基站信号的到达时间,伪距);以及从用于第一测量值的信号来确定第一可靠性指标,其中第一可靠性指标代表第一测量值的测量值虚警概率级别。在一个实施例中,从第一可靠性指标来确定可靠性级别,以代表针对移动台使用测量值而计算出的位置解(例如在移动台、远端服务器处)不是错的概率。在一个实施例中,将第一测量值和第一可靠性指标发送到远端服务器,用于移动台的位置确定。在一个实施例中,将从用于第一测量值的信号确定的一个或更多信号质量指标从移动台发送到远端服务器,并在远端服务器处使用该一个或更多信号质量指标来确定第一可靠性指标。在一个实施例中,从在移动台处接收到的位置确定信号来确定第二测量值;从用于第二测量值的位置确定信号来确定第二可靠性指标,以代表第二测量值的测量值虚警概率级别;针对移动台使用第一测量值和第二测量值来计算位置解;以及组合第一可靠性指标和第二可靠性指标,以确定位置解的可靠性。在一个实施例中,当测量值不一致时,使用第一可靠性指标和第二可靠性指标从位置确定中去掉第一测量值和第二测量值之一。在一个实施例中,从至少以下值之一来确定第一可靠性指标:a)相关峰值的大小;b)相关峰值宽度;c)信号强度;d)信噪比;e)信干比(signal to interference ratio);f)用于确定所述第一测量值的相关峰值与一个或更多候选峰值的关系;以及g)用于确定所述第一测量值的信号与检测到的信号的关系。In one aspect of the invention, a method for position determination of a mobile station includes determining a first measurement for position determination of the mobile station (such as a GPS signal or time of arrival of the base station signal, pseudorange); and determining a first reliability index from the signal for the first measurement, wherein the first reliability index represents a measurement false alarm probability level for the first measurement. In one embodiment, the reliability level is determined from the first reliability index to represent the probability that the calculated location solution (eg at the mobile station, remote server) for the mobile station usage measurements is not wrong. In one embodiment, the first measured value and the first reliability index are sent to the remote server for location determination of the mobile station. In one embodiment, one or more signal quality indicators determined from the signal used for the first measurement are sent from the mobile station to the remote server, and the one or more signal quality indicators are used at the remote server to determine A first reliability index is determined. In one embodiment, the second measurement is determined from a position determination signal received at the mobile station; a second reliability index is determined from the position determination signal for the second measurement to represent the a measurement false alarm probability level; calculating a location solution for the mobile station using the first measurement and the second measurement; and combining the first reliability index and the second reliability index to determine the reliability of the location solution. In one embodiment, the first and second reliability indicators are used to remove one of the first and second measurements from the position determination when the measurements are inconsistent. In one embodiment, the first reliability index is determined from at least one of the following values: a) the magnitude of the correlation peak; b) the width of the correlation peak; c) the signal strength; d) the signal-to-noise ratio; e) the signal-to-interference ratio ( signal to interference ratio); f) for determining the correlation peak of the first measurement and one or more candidate peaks; and g) for determining the relationship between the signal of the first measurement and the detected signal relation.
在本发明的一个方面中,一种用于移动台的位置确定方法包括:组合多个测量值虚警指标,以确定使用多个测量值计算出的位置的可靠性,其中多个测量值虚警指标分别代表多个测量值的先验虚警概率级别。在一个实施例中,使用多个测量值来计算移动台的位置,多个测量值虚警指标中的每一个都是多于两个级别的值(例如在一个范围内的数,诸如在0和1之间的数)。在一个实施例中,从一个或更多信号质量指标(例如a)相关峰值的大小;b)相关峰值形状指标;c)信号强度;d)信噪比;以及e)信干比)来确定多个测量值虚警指标之一。In one aspect of the present invention, a method of position determination for a mobile station includes combining a plurality of measurement false alarm indicators to determine the reliability of a position calculated using the plurality of measurements, wherein the plurality of measurement values are false The alarm indicators represent the prior false alarm probability levels of multiple measured values respectively. In one embodiment, the position of the mobile station is calculated using a plurality of measurements, each of which is a value of more than two levels (e.g., a number within a range, such as between 0 and 1). In one embodiment, is determined from one or more signal quality indicators (e.g., a) correlation peak size; b) correlation peak shape indicator; c) signal strength; d) signal-to-noise ratio; and e) signal-to-interference ratio) One of several false alarm indicators for measurements.
在本发明的一个方面中,一种用于移动台的位置确定方法包括:响应于确定多个测量值不一致,使用多个先验虚警指标从位置确定中去掉多个测量值之一,其中多个先验虚警指标是单独地针对多个测量值分别确定的。在一个实施例中,通过比较多个先验虚警指标来确定多个测量值中所要去掉的那个测量值。在一个实施例中,从多个测量值来分别确定该多个测量值的多个不一致性指标,并分别根据多个先验虚警指标通过对多个不一致性指标进行加权来确定多个测量值中所要去掉的那个测量值。在一个实施例中,确定多个测量值之间的不一致性级别是否高于门限,并分别从用于确定多个测量值的信号来确定多个先验虚警指标。In one aspect of the invention, a method of position determination for a mobile station includes, in response to determining that the plurality of measurements are inconsistent, removing one of the plurality of measurements from the position determination using a plurality of a priori false alarm indicators, wherein A plurality of prior false alarm indicators are determined separately for the plurality of measurement values. In one embodiment, the measurement value to be removed among the plurality of measurement values is determined by comparing a plurality of prior false alarm indicators. In one embodiment, a plurality of inconsistency indicators of the plurality of measurement values are respectively determined from the plurality of measurement values, and the plurality of inconsistency indicators are determined by weighting the plurality of inconsistency indicators according to the plurality of prior false alarm indicators respectively. The measurement to drop from the value. In one embodiment, it is determined whether the level of inconsistency between the plurality of measurements is above a threshold, and a plurality of a priori false alarm indicators are determined from the signals used to determine the plurality of measurements, respectively.
本发明包括执行这些方法的方法和设备,包括执行这些方法的数据处理系统,以及当在数据处理系统上执行时使该系统执行这些方法的计算机可读介质。The present invention includes methods and apparatus for performing these methods, including data processing systems for performing these methods, and computer-readable media that, when executed on a data processing system, cause the system to perform these methods.
根据附图并根据以下详细描述,本发明的其他特征将会变得明显。Other features of the invention will become apparent from the accompanying drawings and from the following detailed description.
附图说明Description of drawings
本发明通过实施例来说明,并且本发明不局限于附图中的各图,其中相同的标号表示相似的元件。The present invention is illustrated by way of example and is not limited to the figures of the drawings, in which like reference numerals designate similar elements.
图1示出了确定移动蜂窝设备位置的现有技术的蜂窝网络的例子。Figure 1 shows an example of a prior art cellular network for determining the location of a mobile cellular device.
图2示出了可以与本发明一起使用的服务器的例子。Figure 2 shows an example of a server that can be used with the present invention.
图3示出了表示根据本发明的一个实施方式的移动台的框图。Figure 3 shows a block diagram representing a mobile station according to one embodiment of the present invention.
图4示出了虚警和正常测量值的不同概率分布的例子,其可以用于本发明中。Figure 4 shows examples of different probability distributions for false alarm and normal measurements, which can be used in the present invention.
图5示出了确定彼此接近的两个测量值的概率的方法,其可以用于本发明中。Figure 5 illustrates a method of determining the probability of two measurements being close to each other, which can be used in the present invention.
图6示出了确定两个测量值为虚警的概率的方法,其可以用于本发明中。Figure 6 illustrates a method of determining the probability of a false alarm for two measurements, which can be used in the present invention.
图7示出了根据本发明的一个实施方式确定接收机位置的方法。Fig. 7 shows a method for determining the location of a receiver according to one embodiment of the present invention.
图8示出了根据本发明的一个实施方式确定移动台位置的详细方法。Fig. 8 shows a detailed method for determining the location of a mobile station according to an embodiment of the present invention.
图9示出了根据本发明的一个实施方式确定移动台位置的另一种详细方法。Fig. 9 shows another detailed method for determining the location of a mobile station according to an embodiment of the present invention.
具体实施方式Detailed ways
以下描述和附图对于本发明是说明性的,并且不应解释为对本发明的限制。描述了大量特定细节,以提供对本发明的透彻理解。然而,在某些实例中,没有描述公知的或常规的细节,以便避免使对本发明的描述不清楚。本公开中的一个实施方式的标号并不一定用于同一实施方式,并且这种标号意味着至少一个。The following description and drawings are illustrative of the invention and should not be construed as limiting the invention. Numerous specific details are described in order to provide a thorough understanding of the present invention. However, in certain instances, well-known or conventional details have not been described in order to avoid obscuring the description of the present invention. A reference to one embodiment in the present disclosure is not necessarily used for the same embodiment, and such a reference means at least one.
本发明的至少一个实施方式试图在位置确定过程中估计和使用测量值虚警概率。At least one embodiment of the invention seeks to estimate and use the measurement false alarm probability in the position determination process.
在确定移动台或其他设备的位置时,位置计算典型地使用多个几何上相异的测量值,诸如范围、伪距、往返延迟和与相异的参考点(例如GPS卫星、伪卫星、基站、地球表面)相关联的其他测量值。所获得的测量值实际上有可能是虚警,其典型地由恶劣的信号条件引起,使得针对位置确定错误地识别了不相关的信号。In determining the position of a mobile station or other device, position calculations typically use multiple geometrically distinct measurements, such as range, pseudorange, round-trip delay, and , Earth's surface) associated with other measurements. It is possible that the obtained measurements are actually false alarms, typically caused by poor signal conditions, such that irrelevant signals are incorrectly identified for position determination.
有很多条件有可能引起虚警。例如,在捕获GPS信号时,将具有伪随机噪声码的本地参考信号与接收到的GPS信号进行相关。当本地参考信号和相同的伪随机噪声码的GPS信号的定时相匹配时,相关输出到达峰值。然后,从参考伪随机噪声码确定伪距。当信号强度较低时,有可能将相关输出中的噪声尖峰(例如由于热噪声)选择为测量值,引起虚警。典型地,为确定伪距而选择高于门限的相关峰值。将门限典型地设计为使得当峰值高于该门限时,虚警的概率低于特定级别。为减小虚警的概率,可以采用较高的门限。然而,由于低于门限的相关峰值会被忽略,因此当信号强度较低时,较高的门限会减小测量值的可利用性。There are many conditions that have the potential to cause false alarms. For example, when acquiring a GPS signal, a local reference signal with a pseudorandom noise code is correlated with the received GPS signal. The correlation output peaks when the timing of the local reference signal and the GPS signal of the same pseudorandom noise code match. Then, the pseudorange is determined from the reference pseudorandom noise code. When the signal strength is low, it is possible to select noise spikes in the correlation output (eg due to thermal noise) as the measurement, causing false alarms. Typically, correlation peaks above a threshold are selected for pseudorange determination. The threshold is typically designed such that when the peak value is above the threshold, the probability of a false alarm is below a certain level. To reduce the probability of false alarms, a higher threshold can be used. However, a higher threshold reduces the usefulness of the measured value when the signal strength is low, since correlation peaks below the threshold are ignored.
信号干扰也有可能引起虚警。例如,本地参考信号可以与不同伪随机噪声码的强GPS信号进行互相关。具有不同伪随机噪声码的信号的相关输出典型地具有小的相关峰值。当互相关的GPS信号较强而待捕获的GPS信号相对较弱时,这些互相关峰值有可能高于门限,引起虚警。与此类似,当具有相同伪随机噪声码的GPS信号非常强时,出现在自相关中的多个不同定时差处的较小的相关峰值也有可能高于门限,引起虚警。用于确定所获得的测量值的GPS信号与其他检测到的GPS信号的关系可以用于估计归因于互相关的虚警的概率。Signal interference can also cause false alarms. For example, local reference signals can be cross-correlated with strong GPS signals of different pseudorandom noise codes. Correlation outputs for signals with different pseudorandom noise codes typically have small correlation peaks. When the cross-correlation GPS signal is strong and the GPS signal to be captured is relatively weak, these cross-correlation peaks may be higher than the threshold, causing false alarms. Similarly, when the GPS signal with the same pseudorandom noise code is very strong, smaller correlation peaks appearing at multiple different timing differences in the autocorrelation may also be above the threshold, causing false alarms. The relationship of the GPS signal used to determine the obtained measurements to other detected GPS signals can be used to estimate the probability of false alarms due to cross-correlation.
多径信号也有可能引起虚警。通过不同路径的GPS信号的反射引起额外的延迟。在一些情况下,间接的GPS信号有可能比直接的GPS信号更强。因此,当直接的GPS信号较弱时,多径信号可以用于测量值的确定。由于多径信号晚于直接信号到达,因此用于确定所获得的测量值的相关峰值与一个或更多候选峰值的关系可以用于估计虚警的概率。另外,多径信号有可能改变相关峰值的形状(例如相关的宽度)。因此,在确定虚警的概率时,相关峰值形状的测量值也可以用作信号质量指标。Multipath signals can also cause false alarms. Reflections of GPS signals through different paths cause additional delays. In some cases, indirect GPS signals may be stronger than direct GPS signals. Thus, multipath signals can be used for measurement determination when the direct GPS signal is weak. Since the multipath signal arrives later than the direct signal, the correlation peak used to determine the obtained measurements in relation to one or more candidate peaks can be used to estimate the probability of a false alarm. In addition, multipath signals may change the shape of the correlation peak (eg, the width of the correlation). Therefore, measurements of the correlation peak shape can also be used as signal quality indicators when determining the probability of false alarms.
另外,来自一些其他信号源(例如干扰台或通信信号)的干扰也有可能引起虚警。因此,根据本发明的实施方式,多个信号质量指标(例如相关峰值大小、信噪比、信干比、信号强度、相关峰值与候选峰值的关系、用于测量值的信号与其他测量到的信号的关系,以及其他)可以用于确定虚警概率。在传统接收机的设计中,一些信号质量指标已经用于确定门限值(例如相关输出门限),使得所获得的达到这些门限的测量值具有小于目标值的虚警概率。在本发明的一个实施方式中,使用多个门限值的不同级别来估计各测量值的虚警概率。在不对与不同参考点相关联(例如不同的GPS卫星或基站)的不同的几何上相异的测量值进行组合的情况下,对这些先验虚警概率进行了估计。这些先验虚警概率基于统计数据,而不是基于不同且相异的几何测量值之间的一致性。在本发明的一个实施方式中,使用门限值的不同级别来估计虚警概率的离散级别。在一个实施方式中,基于测量到的信号质量指标,使用插值方案来确定虚警概率(例如采用经验公式)。可以从本领域中公知的各种方法来获得虚警概率和信号质量指标之间的关系,诸如通过收集统计数据、数值模拟、数值仿真、解析分析以及其他。In addition, interference from some other signal source (such as jammers or communication signals) may also cause false alarms. Therefore, according to an embodiment of the present invention, a plurality of signal quality indicators (such as correlation peak size, signal-to-noise ratio, signal-to-interference ratio, signal strength, correlation peak to candidate peak relationship, signal for measurement value and other measured signal relationship, among others) can be used to determine the false alarm probability. In conventional receiver designs, some signal quality metrics have been used to determine thresholds (eg, correlation output thresholds) such that the obtained measured values reaching these thresholds have a false alarm probability less than the target value. In one embodiment of the present invention, different levels of a plurality of threshold values are used to estimate the false alarm probability of each measured value. These a priori false alarm probabilities are estimated without combining different geometrically distinct measurements associated with different reference points (eg different GPS satellites or base stations). These prior false alarm probabilities are based on statistics rather than on agreement between different and dissimilar geometric measurements. In one embodiment of the present invention, different levels of threshold values are used to estimate discrete levels of false alarm probability. In one embodiment, an interpolation scheme is used to determine the false alarm probability (eg, using an empirical formula) based on the measured signal quality indicators. The relationship between the false alarm probability and the signal quality index can be obtained from various methods known in the art, such as by collecting statistical data, numerical simulation, numerical simulation, analytical analysis, and others.
除范围信息(例如伪距)之外,其他类型的测量值也有可能是虚警。例如,由于基站查找操作,基站的标识符有可能是错误的。一些基站具有相同的标识字符串。因此,有可能错误地识别基站。目前,基站查找使用在其确定中为正确的概率。这些概率可以进一步用在本发明的实施方式中。In addition to range information (such as pseudoranges), other types of measurements can also be false alarms. For example, the identifier of a base station may be wrong due to a base station lookup operation. Some base stations have the same identification string. Therefore, there is a possibility of wrongly identifying the base station. Currently, base station lookup uses the probability of being correct in its determination. These probabilities may further be used in embodiments of the present invention.
在传统的系统中,各测量值各自需要达到可靠性的最小门限,使得这些测量值为虚警的可能性足够小,以便在位置确定计算中使用这些测量值。如果测量值没有达到可靠性门限,则将该测量值作为虚警丢弃(或者例如在相关峰值低于门限时,根本不进行测量)。因此,仅当测量值达到严格的可靠性门限时,传统的系统才在位置计算中使用该测量值。In conventional systems, the measurements are each required to meet a minimum threshold of reliability such that the probability of false alarms for these measurements is sufficiently small for them to be used in position determination calculations. If the measurement does not meet the reliability threshold, the measurement is discarded as a false alarm (or eg no measurement is taken at all if the correlation peak is below the threshold). Therefore, traditional systems use measurements in position calculations only when they meet strict reliability thresholds.
本发明的至少一个实施方式在导航解中使用更完善的方法来估计和使用各种程度的测量值可靠性。估计各测量为虚警的概率(或相反,测量值可靠性),并将其用于位置计算阶段,以确定该位置本身为错的概率。在一个实施方式中,对于测量和最终的位置计算,都将虚警概率的估计值表示为在0和1之间的值。在一个实施方式中,在测量的起点(例如SPS接收机)处执行对测量值虚警概率的估计,并将估计值连同用于位置确定的相关联的测量值发送到远端服务器。在位置确定中使用估计值之前,该服务器可以进一步改进这些虚警概率估计值(例如使用在该服务器处可得到的信息)。At least one embodiment of the invention uses a more sophisticated approach to estimating and using various degrees of measurement reliability in navigation solutions. The probability of each measurement being a false alarm (or conversely, measurement reliability) is estimated and used in the position calculation stage to determine the probability that the position itself is false. In one embodiment, the estimate of the false alarm probability is expressed as a value between 0 and 1 for both the measurement and the final position calculation. In one embodiment, the estimation of the measurement false alarm probability is performed at the origin of the measurement (eg SPS receiver) and the estimate is sent to the remote server along with the associated measurement for position determination. The server may further refine these false alarm probability estimates (eg using information available at the server) before using the estimates in position determination.
典型地,虚警测量值和相应的非虚警测量值具有非常不同的概率分布。如果一个参数的测量值不是虚警,则该测量值典型地具有集中于该参数的真实值附近的较小范围内的概率分布(例如符合高斯分布)。然而,如果该测量值是虚警,则该测量值典型地具有待测量参数的真实值周围的较宽范围上的概率分布(例如相对均匀的分布)。Typically, false alarm measurements and corresponding non-false alarm measurements have very different probability distributions. If a measured value of a parameter is not a false alarm, the measured value typically has a probability distribution (eg, conforms to a Gaussian distribution) within a small range centered around the true value of the parameter. However, if the measurement is a false alarm, the measurement typically has a probability distribution (eg, a relatively uniform distribution) over a wide range around the true value of the parameter to be measured.
图4示出了虚警和正常测量值的不同概率分布的例子,其可以用于本发明中。在图4中,曲线401示出了当测量值是虚警时该测量值(例如伪距)的分布。该虚警的测量值分布在较宽的范围D1(411)内。曲线403示出了当测量值不是虚警时该测量值的分布。不是虚警的测量值的分布集中于较小的范围D2(413)内。本发明的一个实施方式确定虚警的概率时,考虑在采用虚警测量值和非虚警测量值的相异分布图所获得的测量值之间的关系。Figure 4 shows examples of different probability distributions for false alarm and normal measurements, which can be used in the present invention. In FIG. 4,
例如,当测量值虚警概率的门限为0.001时,用于第一测量值的虚警概率0.01和用于第二测量值的0.02显著地比该门限差。然而,如果第一测量值与第二测量值符合得较好,则可以将第一测量值和第二测量值组合为一个测量值,仅当第一测量值和第二测量值都是虚警时,该测量值才是虚警。因此,如果第一测量值和第二测量值彼此独立,则该组合测量值的虚警概率是0.01×0.02=0.0002,其显著地好于门限0.001。因此,当这些具有较低可靠性的组合测量值彼此相符时,可以使用这些组合测量值,而不损及解的可靠性。For example, when the threshold for the false alarm probability of a measured value is 0.001, the false alarm probability of 0.01 for the first measured value and 0.02 for the second measured value are significantly worse than the threshold. However, if the first measurement agrees well with the second measurement, the first and second measurements can be combined into one measurement, only if both the first and second measurements are false alarms , the measured value is a false alarm. Therefore, if the first measurement and the second measurement are independent of each other, the false alarm probability for the combined measurement is 0.01 x 0.02 = 0.0002, which is significantly better than the threshold of 0.001. Therefore, when these combined measurements with lower reliability agree with each other, these combined measurements can be used without compromising the reliability of the solution.
图5说明了确定彼此接近的两个测量值的概率的方法,其可以用于本发明中。Figure 5 illustrates a method of determining the probability of two measurements being close to each other, which can be used in the present invention.
为了说明的目的,假定两个测量值均具有范围D(507)内的相同的均匀分布。当第一测量值位于点xp(505)处时,如果第二测量值相对于第一测量值在距离d内,则第二测量值必定在范围509内。因此,从第一测量值和第二测量值的概率分布,可以获得两个测量值在距离d内的概率。虽然图5说明了两个测量值具有相同的均匀分布的情况,但从该描述,本领域的普通技术人员可以理解,可以针对具有相同分布或不同分布的两个测量值确定这样的概率。For purposes of illustration, it is assumed that both measurements have the same uniform distribution within the range D (507). When the first measurement is at point xp (505), the second measurement must be within
图6说明了根据本发明的一个实施方式确定两个测量值为虚警的概率的方法。从虚警分布和非虚警分布(例如图4中的曲线401和曲线403),可以分别确定两个测量值均在距离d内的概率,如图5所示。例如,曲线601示出了两个虚警测量值在给定距离d内的概率;以及曲线603示出了两个非虚警测量值在给定距离d内的概率。因此,对于较小的距离dT,在两个虚警测量值在dT内的概率(点611)和两个非虚警测量值在dT内的概率之间有巨大的差异。因此,当所获得的两个测量值在较小的距离之内时,这两个测量值很有可能是非虚警测量值;当所获得的两个测量值以较大的距离分隔开时,很有可能至少这两个测量值之一是虚警。FIG. 6 illustrates a method of determining the probability of a false alarm for two measurements according to one embodiment of the invention. From the false alarm distribution and the non-false alarm distribution (
例如,1)如果第一测量值和第二测量值不是虚警,则确定其均在[-1,1]内,但如果第一测量值和第二测量值是虚警,则确定其均在[-1000,1000]内;并且2)如果第一测量值和第二测量值均具有0.2概率成为虚警,则这两个测量值完全不具有作为虚警的可能性而精确排列的可能性非常低。因此,这两个测量值更有可能不是虚警。然而,如果第一测量值和第二测量值均具有0.2概率成为在[-1000,1000]内的虚警,但第一测量值确定在[-1,1]内并第二测量值确定在[9,11]内,则由于两个测量值偏离得太远,因此这两个测量值均作为非虚警的可能性非常小。For example, 1) If the first measured value and the second measured value are not false alarms, determine that they are both within [-1, 1], but if the first measured value and the second measured value are false alarms, determine that they are both within [-1000, 1000]; and 2) If both the first and second measurements have a 0.2 probability of being a false alarm, then the two measurements have absolutely no chance of being exactly aligned as the probability of a false alarm Sex is very low. Therefore, it is more likely that these two measurements are not false alarms. However, if both the first measurement and the second measurement have a 0.2 probability of being a false alarm within [-1000, 1000], but the first measurement is determined to be within [-1, 1] and the second measurement is determined to be in In [9, 11], since the two measured values deviate too far, the possibility of both measured values as non-false alarms is very small.
在本发明的一个实施方式中,从各测量值为虚警的概率、如果这些测量值是虚警,这些测量值在距离d内的概率、以及如果这些测量值是非虚警,这些测量值在距离d内的概率来确定(或估计)当确定两个测量值在给定距离d内时这两个测量值为虚警测量值的概率。例如,用Cd代表两个测量值在距离d内,用F代表两个测量值是虚警,并用N代表两个测量值中的至少一个不是虚警,可以使用以下表达式:In one embodiment of the invention, from the probability of each measurement being a false alarm, the probability that the measurement is within a distance d if the measurement is a false alarm, and the probability that the measurement is within a distance d if the measurement is a non-false alarm The probability within distance d is used to determine (or estimate) the probability that two measurements are false alarm measurements when the two measurements are determined to be within a given distance d. For example, to denote that two measurements are within distance d , by F to denote that both measurements are false alarms, and by N to denote that at least one of the two measurements is not a false alarm, the following expressions can be used:
P(F|Cd)/P(N|Cd)=[P(C|F)P(F)]/[P(C|N)P(N)]P(F|C d )/P(N|C d )=[P(C|F)P(F)]/[P(C|N)P(N)]
其中P(C|F)是当两个测量值为虚警时这两个测量值在距离d内的概率;P(C|N)是当两个测量值为非虚警时这两个测量值在距离d内的概率;P(F)和P(N)分别是两个测量值为虚警以及不全是虚警的概率;并且P(F|Cd)、P(N|Cd)是当两个测量值在距离d内时这两个测量值为虚警以及不全是虚警的概率。可以从所估计的先验测量值虚警概率以及虚警测量值和非虚警测量值的分布分别确定P(F)、P(N)、P(F|Cd)和P(N|Cd)。从该描述,本领域的普通技术人员可以理解,各测量值的虚警概率、各测量值和测量值为虚警或非虚警的概率分布之间的关系可以用于计算该解为虚警的后验概率。where P(C|F) is the probability that the two measured values are within the distance d when the two measured values are false alarms; P(C|N) is the probability of the two measured values when the two measured values are not false alarms The probability that the value is within the distance d; P(F) and P(N) are respectively the probability that two measured values are false alarms and not all are false alarms; and P(F|C d ), P(N|C d ) is the probability that the two measured values are false alarms or not all false alarms when the two measured values are within the distance d. P(F), P(N), P(F|C d ) and P(N|C d ). From this description, those of ordinary skill in the art can understand that the false alarm probability of each measured value, the relationship between each measured value and the probability distribution of the measured value as a false alarm or a non-false alarm can be used to calculate the solution as a false alarm the posterior probability of .
在本发明的一个实施方式中,减小测量值可靠性的门限,以便将更小可靠性的测量值用于位置确定中。这样就可以改善灵敏度而不损及位置解的最终可靠性。例如,当采用较高的测量值可靠性门限时,有可能只有三个测量值可用,不足以确定位置。然而,当稍微降低门限时,额外的两个或更多测量值有可能变得可用。利用这些额外测量值的虚警概率和测量值关系(例如测量值的接近度的测量结果,诸如使用一个低可靠性测量值连同这三个高可靠性测量值而获得的位置解和使用另一低可靠性测量值连同这三个高可靠性测量值而获得的另一位置解之间的距离),可以确定测量值之间的关系是否将这些测量值为虚警的后验概率改善到某个级别而不损及最终解的可靠性。In one embodiment of the invention, the threshold for the reliability of the measured values is reduced in order to use less reliable measured values for the position determination. This improves sensitivity without compromising the ultimate reliability of the position solution. For example, when a high measurement reliability threshold is used, it is possible that only three measurements are available, which is not sufficient to determine a position. However, when the threshold is lowered slightly, an additional two or more measurements may become available. Utilize the false alarm probability of these additional measurements and the measurement relationship (e.g. measurements of the proximity of the measurements, such as a position solution obtained using one low-reliability measurement along with the three high-reliability measurements and using another The distance between the low-reliability measurements and another position solution obtained from these three high-reliability measurements) can determine whether the relationship between the measurements improves the posterior probability of false alarms for these measurements to some level without compromising the reliability of the final solution.
在本发明的一个实施方式中,将在完整性检验执行之前确定的先验测量值虚警概率用于识别错误的测量值。例如,当检测到完整性问题时(例如采用传统的RAIM/SMO方法),基于冗余测量,可以使用传统的方法来识别错误测量值。当采用更低的测量值虚警概率门限时,具有更多冗余测量值的可能性会增加。另外,在本发明的一个实施方式中,在识别错误测量值中也使用了测量值的先验虚警概率。在本发明的一个实施方式中,将用于确定错误测量值的传统度量(例如基于几何学的度量)与先验虚警概率相结合,以确定用于识别错误测量值的指标。例如,可以用先验虚警概率来对传统度量进行加权,以确定错误测量值。当基于几何学的度量和先验虚警概率指标均以概率而言时,可以对这些概率进行组合(例如相乘)以生成指标,以便去掉具有最差指标的测量值。作为替代,如果测量值之一的传统度量比门限的性能更差,则可以用门限来识别错误测量值;然而,当传统方法未能识别错误的测量值时(例如当所有的值都低于门限时),就根据先验虚警概率来识别那个错误的测量值。从该描述,本领域的普通技术人员能够想到各种方法的很多组合和变型,以在识别和去掉错误的测量值时使用先验测量值虚警概率。In one embodiment of the invention, the a priori measured value false alarm probability determined before the execution of the integrity check is used to identify erroneous measured values. For example, when an integrity problem is detected (eg with traditional RAIM/SMO methods), based on redundant measurements, traditional methods can be used to identify erroneous measurements. The probability of having more redundant measurements increases when a lower measurement false alarm probability threshold is used. In addition, in one embodiment of the invention, the prior false alarm probability of the measured values is also used in the identification of false measured values. In one embodiment of the invention, conventional metrics for determining erroneous measurements (eg, geometry-based metrics) are combined with a priori false alarm probabilities to determine indicators for identifying erroneous measurements. For example, conventional metrics can be weighted with prior false alarm probabilities to determine erroneous measurements. When both geometry-based metrics and prior false alarm probability indicators are in terms of probabilities, these probabilities can be combined (eg, multiplied) to generate indicators such that measurements with the worst indicators are discarded. Alternatively, thresholds can be used to identify erroneous measurements if the traditional metric for one of the measurements performs worse than the threshold; however, when traditional methods fail to identify erroneous measurements (such as when all values are below threshold), the wrong measurement value is identified based on the prior false alarm probability. From this description, one of ordinary skill in the art can conceive of many combinations and variations of various methods to use a priori measurement false alarm probabilities in identifying and removing erroneous measurements.
在本发明的一个实施方式中,即使当未检测到完整性问题时(例如通过传统的RAIM方法),也可以对各测量值可靠性值、几何特性和内部一致性进行组合,以确定最终解符合高斯误差估计或最终解是虚警位置报告的可能性。当计算出的位置的虚警概率足够低时,可以将该计算出的位置报告给终端用户。作为替代,可以连同可靠性指标(例如,不管位置解的可靠性级别如何)将该计算出的位置报告给终端用户。In one embodiment of the invention, even when integrity problems are not detected (e.g. by traditional RAIM methods), individual measured reliability values, geometric properties and internal consistency can be combined to determine the final solution The probability that the estimated or final solution is a false alarm location report conforms to the Gaussian error. When the false alarm probability of the calculated position is low enough, the calculated position may be reported to the end user. Alternatively, the calculated position may be reported to the end user along with a reliability indicator (eg, regardless of the reliability level of the position solution).
图7示出了根据本发明的一个实施方式确定接收机位置的方法。从在接收机处接收到的信号,在该接收机处,操作701确定测量值(例如伪距、往返时间、基站的标识符)和该测量值的虚警概率指标。在本发明的一个实施方式中,每一个单独的测量值都具有基于接收到的信号而确定的一个相关联的虚警概率(例如相关峰值的大小,相关峰值形状/宽度,信号强度,信噪比,信干比,用于确定测量值的相关峰值与其他候选峰值的关系,诸如峰值比、峰值间隔,以及用于确定测量值的GPS信号与其他检测到的GPS信号的关系)。在本发明的一个实施方式中,虚警概率指标以预定数目的级别之一示出测量值的可靠性。在一个实施方式中,虚警概率指标是范围[0,1]内的一个数。在本发明的一个实施方式中,基于信号质量指标(例如相关峰值的大小、相关峰值宽度、信号强度、信噪比、信干比、与其他候选峰值的关系、以及与检测到的其他GPS信号的关系),采用预定的公式(例如基于统计数据的经验公式,或基于数值/解析概率分析的公式),接收机确定虚警概率指标。作为替代,接收机可以发送一个或更多信号质量指标到远端服务器,该远端服务器基于这些信号质量指标来确定和/或改善测量值的虚警概率。操作703采用测量值和虚警概率指标来确定接收机位置。在本发明的一个实施方式中,使用虚警概率指标确定基于测量值的位置解的可靠性(或作为一个集的冗佘测量值的可靠性)。在本发明的另一实施方式中,当检测到完整性问题时(例如当在用于确定位置的测量值之间存在不一致性时),使用虚警概率指标来选择错误的测量值。另外,在本发明的一个实施方式中,还确定了在其上有可能出现虚警的范围。不同的虚警源可以具有不同范围上的不同分布,在远端服务器处可以确定或改善这些分布。在本发明的一个实施方式中,识别了特定类型的虚警情况的可能性,以更好地识别虚警分布,该虚警分布用于测试测量值的一致性、确定低可靠性测量值的结盟是否一致。Fig. 7 shows a method for determining the location of a receiver according to one embodiment of the present invention. From the signal received at the receiver, at the receiver, operation 701 determines a measurement (eg, pseudorange, round trip time, identifier of the base station) and a false alarm probability indicator for the measurement. In one embodiment of the invention, each individual measurement has an associated false alarm probability determined based on the received signal (e.g. correlation peak size, correlation peak shape/width, signal strength, signal-to-noise ratio, signal-to-interference ratio, used to determine the relationship of the measured value's correlation peak to other candidate peaks, such as peak ratio, peak separation, and used to determine the relationship of the measured value's GPS signal to other detected GPS signals). In one embodiment of the invention, the false alarm probability indicator shows the reliability of the measured value in one of a predetermined number of levels. In one embodiment, the false alarm probability indicator is a number in the range [0, 1]. In one embodiment of the present invention, based on signal quality indicators (such as the size of the correlation peak, the width of the correlation peak, the signal strength, the signal-to-noise ratio, the signal-to-interference ratio, the relationship with other candidate peaks, and the relationship with other detected GPS signals relationship), using a predetermined formula (such as an empirical formula based on statistical data, or a formula based on numerical/analytical probability analysis), the receiver determines the false alarm probability index. Alternatively, the receiver may send one or more signal quality indicators to a remote server that determines and/or improves the false alarm probability of the measurements based on these signal quality indicators. Operation 703 uses the measurements and the false alarm probability indicator to determine a receiver location. In one embodiment of the invention, the reliability of the measurement-based position solution (or the reliability of the redundant measurements as a set) is determined using a false alarm probability indicator. In another embodiment of the invention, when an integrity problem is detected (eg when there is an inconsistency between the measurements used to determine the position), a false alarm probability indicator is used to select the wrong measurement. In addition, in one embodiment of the present invention, a range over which false alarms are likely to occur is also determined. Different sources of false alarms may have different distributions on different scales, and these distributions may be determined or improved at the remote server. In one embodiment of the invention, the likelihood of certain types of false alarm conditions is identified to better identify false alarm distributions for testing consistency of measurements, determining the probability of low reliability measurements Is the alignment consistent.
图8示出了根据本发明的一个实施方式确定移动台位置的详细方法。从在移动台处接收到的信号,在该移动台处,操作801确定第一测量值(例如伪距、往返时间、基站的标识符)和该第一测量值的第一虚警概率指标。从在移动台处接收到的信号,在该移动台处,操作803确定第二测量值(例如伪距、往返时间、基站的标识符)和该第二测量值的第二虚警概率指标。操作805将第一测量值和第二测量值以及第一虚警概率指标和第二虚警概率指标从移动台发送到远端服务器。在远端服务器处,操作807使用第一测量值和第二测量值确定移动台的位置。在远端服务器处,操作809使用第一虚警概率指标和第二虚警概率指标确定该位置是否可接受。例如,对第一虚警概率指标和第二虚警概率指标进行组合,以确定位置解的可靠性。如果操作811确定测量值是不一致的,则当冗余测量值对于自主完整性监控可用时,操作使用第一虚警概率指标和第二虚警概率指标来去掉错误的测量值。例如,使用第一虚警概率指标和第二虚警概率指标来确定第一测量值和第二测量值中的哪一个是错误的。例如,在识别和去掉错误的测量值时,根据第一虚警概率指标和第二虚警概率指标,分别对用于第一测量值和第二测量值的传统方法的不一致性指标进行加权。Fig. 8 shows a detailed method for determining the location of a mobile station according to an embodiment of the present invention. From signals received at the mobile station,
图9示出了根据本发明的一个实施方式确定移动台位置的另一种详细方法。从在移动台处接收到的信号,在该移动台处,操作901确定多个测量值(例如伪距、往返时间、基站的标识符)。从在移动台处接收到的信号,在该移动台处,操作903确定多个测量值中的第一个测量值的第一虚警概率指标。操作905将多个测量值和第一虚警概率指标从移动台发送到远端服务器。从第一虚警概率指标,使用在远端服务器处可用的信息,在该远端服务器处,操作907确定多个测量值中的第一个测量值的第二虚警概率指标。例如,该服务器可以根据由接收机提供的指标来维护关于虚警的统计数据,这些可以用于改进测量值虚警的概率。另外,基于在位置确定服务期间收集的信息,该服务器可以积累和改善这些统计数据。从第一测量值和第二测量值,在远端服务器处,操作909确定移动台的位置。在远端服务器处,操作911使用第二虚警概率指标确定该位置是错的或不是错的概率。另外,当冗余测量值并非一致时,可以使用第二虚警概率指标来去掉错误的测量值。Fig. 9 shows another detailed method for determining the location of a mobile station according to an embodiment of the present invention. From signals received at the mobile station, at the mobile station,
因此,本发明的方法可以改善可靠性。可以更可靠地选择出最有可能是虚警的测量值。可以利用该解来提供特定的度量,以基于先验虚警概率指标来表明该解的可靠性。另外,本发明的方法可以改善灵敏度和可用性。可以将更低的门限用于各测量值,以便增加具有最小数目的测量值或更多测量值用于位置确定的可能性。由于可以确定低可靠性测量值的组合以具有高可靠性最终解,因此这使得GPS和AFLT测量值的可用性更强并且更经常得到精确的解。本发明的实施方式包括通过检查所选择信号的特征在移动设备处估计给定测量值的虚警概率的过程。这些特征可以包括信号强度、相关峰值形状、与其他候选峰值的关系、以及与检测到的其他GPS信号的关系。Therefore, the method of the present invention can improve reliability. The measurements most likely to be false alarms can be selected more reliably. The solution can be utilized to provide a specific metric to indicate the reliability of the solution based on an a priori false alarm probability indicator. In addition, the method of the present invention can improve sensitivity and usability. A lower threshold can be used for each measurement in order to increase the likelihood of having a minimum number of measurements or more for position determination. This makes GPS and AFLT measurements more usable and leads to accurate solutions more often, since combinations of low reliability measurements can be determined to have a high reliability final solution. Embodiments of the invention include a process of estimating the probability of a false alarm for a given measurement at the mobile device by examining the characteristics of selected signals. These features may include signal strength, correlation peak shape, relationship to other candidate peaks, and relationship to other detected GPS signals.
图2示出了可以在本发明的各种实施方式中用作服务器的数据处理系统的例子。例如,如在美国专利No.5,841,396中所述,服务器(201)可以向移动台中的GPS接收机提供辅助数据,诸如多普勒频移或其他卫星辅助数据。作为补充或作为替代,定位服务器而不是移动台可以执行最终位置计算(在从移动台接收伪距或可以确定伪距的其他数据之后),然后可以将这一位置确定结果转发到基站或转发到一些其他的系统。作为定位服务器的数据处理系统典型地包括通信装置212,诸如调制解调器或网络接口。定位服务器可以通过通信装置212(例如调制解调器或其他网络接口)连接到多个不同的网络。这样的网络包括蜂窝交换中心或多个蜂窝交换中心225,陆基电话系统交换机223,蜂窝基站(在图2中未示出),其他GPS信号接收机227,或者其他处理器或定位服务器221。Figure 2 shows an example of a data processing system that can be used as a server in various embodiments of the invention. For example, as described in US Patent No. 5,841,396, the server (201) may provide assistance data, such as Doppler shift or other satellite assistance data, to a GPS receiver in a mobile station. Additionally or alternatively, the positioning server instead of the mobile station may perform the final position calculation (after receiving pseudoranges or other data from which pseudoranges can be determined) from the mobile station and may then forward this position determination to the base station or to the some other system. A data processing system acting as a location server typically includes communication means 212, such as a modem or a network interface. The location server may be connected to a number of different networks through communication means 212, such as a modem or other network interface. Such a network includes a cellular switching center or centers 225, land based telephone system switches 223, cellular base stations (not shown in FIG. 2), other
多个蜂窝基站典型地这样布置,以用无线信号覆盖一个地理区域,这些不同的基站连接到至少一个移动交换中心,这在现有技术(例如,参见图1)中是公知的。因此,多个基站可以是地理上分散的,但由移动交换中心连接在一起。网络220可以连接到参考GPS接收机的网络,其中参考GPS接收机提供差分GPS信息,并且还可以提供用于在计算移动系统的位置时使用的GPS星历数据。该网络通过调制解调器或其他通信接口连接到处理器203。网络220可以连接到其他计算机或网络部件。网络220还可以连接到由诸如响应于911电话呼叫的公共安全应答点(Public Safety Answering Point)之类的紧急电话操作员操作的计算机系统。在包括美国专利5,841,396、5,874,914、5,812,087和6,215,442的大量美国专利中已经描述了用于使用定位服务器的方法的各种例子。A plurality of cellular base stations are typically arranged to cover a geographical area with radio signals, these different base stations being connected to at least one mobile switching center, as is known in the prior art (see, eg, Figure 1). Thus, multiple base stations may be geographically dispersed but connected together by a mobile switching center. Network 220 may be connected to a network of reference GPS receivers that provide differential GPS information and may also provide GPS ephemeris data for use in calculating the position of the mobile system. The network is connected to processor 203 through a modem or other communication interface. Network 220 may be connected to other computers or network components. Network 220 may also be connected to a computer system operated by an emergency telephone operator, such as a Public Safety Answering Point that responds to 911 telephone calls. Various examples of methods for using a location server have been described in a number of US patents including US Patents 5,841,396, 5,874,914, 5,812,087 and 6,215,442.
定位服务器201,其为数据处理系统的一种形式,包括连接到微处理器203、ROM207、易失性RAM205、以及非易失性存储器206的总线202。如图2的例子所示,处理器203连接到高速缓冲存储器204。总线202将这些不同的部件互连在一起。尽管图2示出非易失性存储器是直接连接到数据处理系统中的其余部件的本地设备,但应当意识到,本发明可以利用离该系统很远的非易失性存储器,诸如通过调制解调器或以太网接口之类的网络接口连接到该数据处理系统的网络存储设备。总线202可以包括一个总线或通过本领域中公知的各种桥、控制器和/或适配器而彼此连接的多个总线。在很多情况下,定位服务器可以自动地执行其操作,而不需要人的辅助。在需要人的交互的一些设计中,I/O控制器209可以与显示器、键盘和其他I/O设备进行通信。Location server 201 , which is a form of data processing system, includes bus 202 connected to microprocessor 203 ,
应当注意,尽管图2示出了数据处理系统的各种部件,但由于这些细节与本发明关系不大,因此图2并不是要代表任何特定体系结构或对部件进行互连的方式。还应当意识到,具有更少部件或有可能具有更多部件的网络计算机和其他数据处理系统也可以与本发明一起使用,并且可以充当定位服务器或PDE。It should be noted that while Figure 2 illustrates various components of a data processing system, Figure 2 is not intended to represent any particular architecture or manner in which components are interconnected, as these details are not relevant to the present invention. It should also be appreciated that network computers and other data processing systems having fewer components, or possibly more components, can also be used with the present invention and can act as location servers or PDEs.
在一些实施方式中,本发明的方法可以在计算机系统上执行,该计算机系统同时用于其他功能,诸如蜂窝交换、消息服务等。在这些情况下,可以共享图2的一些硬件或全部硬件用于多个功能。In some embodiments, the methods of the present invention may be performed on a computer system that is concurrently used for other functions, such as cellular switching, messaging services, and the like. In these cases, some or all of the hardware of FIG. 2 may be shared for multiple functions.
从上描述,很明显,本发明的方面,至少部分,可以用软件来实现。也就是说,可以在计算机系统或其他数据处理系统中响应于其处理器执行包含在存储器中的指令序列而实现该技术,该存储器诸如ROM207、易失性RAM205、非易失性存储器206、高速缓冲存储器204或远端存储设备。在各种实施方式中,可以结合软件指令来使用硬连接的电路(hardwired circuitry)以实现本发明。因此,该技术既不限于硬件电路和软件的任何特定组合也不限于由数据处理系统执行的指令的任何特定来源。此外,在整个说明书中,将各种功能和操作描述为由软件代码执行或由软件代码引起,以简化描述。然而,本领域的普通技术人员应当认识到,这种表述意味着由诸如处理器203之类的处理器执行代码而得到这些功能。From the above description, it should be apparent that aspects of the invention, at least in part, can be implemented in software. That is, the techniques may be implemented in a computer system or other data processing system in response to its processor executing sequences of instructions contained in memory, such as
可以使用机器可读介质来存储软件和数据,当由数据处理系统执行时,这些软件和数据会使该系统执行本发明的各种方法。这种可执行的软件和数据可以存储在各种位置,包括例如图2所示的ROM207、易失性RAM205、非易失性存储器206和/或高速缓冲存储器204。这种软件和/或数据的各部分可以存储在这些存储设备之任一中。The machine-readable medium can be used to store software and data that, when executed by a data processing system, cause the system to perform the various methods of the present invention. Such executable software and data may be stored in various locations including, for example,
因此,机器可读介质包括以可由机器(例如计算机、网络设备、个人数字助理、制造工具、具有一组一个或更多处理器的任意设备等)访问的形式提供(即存储和/或发送)信息的任意机制。例如,机器可读介质包括可记录/不可记录介质(例如只读存储器(ROM)、随机存取存储器(RAM)、磁盘存储介质、光存储介质、闪存设备等),以及电、光、声或其他形式的传播信号(例如载波、红外信号、数字信号等)等。Accordingly, a machine-readable medium includes information provided (ie, stored and/or transmitted) in a form accessible by a machine (eg, computer, network device, personal digital assistant, manufacturing tool, any device having a set of one or more processors, etc.) Arbitrary mechanisms for information. For example, machine-readable media include recordable/non-recordable media (such as read-only memory (ROM), random-access memory (RAM), magnetic disk storage media, optical storage media, flash memory devices, etc.), and electronic, optical, acoustic or Other forms of propagation signals (such as carrier waves, infrared signals, digital signals, etc.), etc.
图3示出了代表根据本发明的一个实施方式的移动台的框图。移动台包括便携式接收机,其将通信收发信机与GPS接收机相结合,用于在本发明的一个实施方式中使用。组合移动单元310包括用于执行处理GPS信号所需的功能以及处理通过通信链路接收到的通信信号所需的功能的电路。诸如通信链路350之类的通信链路典型地是到诸如具有通信天线351的基站352之类的另一部件的射频通信链路。Figure 3 shows a block diagram representing a mobile station according to one embodiment of the present invention. The mobile station includes a portable receiver that combines a communications transceiver with a GPS receiver for use in one embodiment of the present invention. Combination
便携式接收机310是组合GPS接收机和通信接收机和发射机。接收机310包含包括捕获和跟踪电路321的GPS接收机级以及通信收发信机部分305。捕获和跟踪电路321连接到GPS天线301,以及通信收发信机305连接到通信天线311。通过GPS天线301接收GPS信号(例如从卫星303发出的信号370)并将其输入到捕获和跟踪电路321,该电路捕获各种接收到的卫星信号的PN(伪随机噪声)码。由电路321产生的数据(例如相关指标)由处理器333处理,用于由收发信机305发射。通信收发信机305包含发送/接收开关331,发送/接收开关331将来自通信天线311的通信信号(典型地是RF信号)转发到收发信机305,以及将来自收发信机305的通信信号转发到通信天线311。在一些系统中,用频带分割滤波器或“双工器”(duplexer)代替T/R(发送/接收)开关。接收到的通信信号输入到通信接收机332并被传递给处理器333用于处理。要从处理器333发送的通信信号传播到调制器334和频率转换器335。功率放大器336将信号的增益增加到合适的级别,用于发送到基站352。
在本发明的一个实施方式中,组合接收机确定一个或更多信号质量指标(例如相关峰值的大小、相关峰值宽度、信号强度、信噪比、信干比、与其他候选峰值的关系、以及与检测到的其他GPS信号的关系),用于确定在接收机处获得的测量值(例如伪距)的测量值虚警概率指标。在一个实施方式中,组合接收机发送信号质量指标到基站,用于确定测量值的测量值虚警概率。在一个实施方式中,处理器333根据基于指标的公式确定虚警概率,并通过通信链路351将该概率连同测量值发送到基站。在一个实施方式中,GPS捕获和跟踪电路321具有调节增益平直的自动增益控制(AGC)系统,其可以是模拟的或数字的,使得在模数转换器的输出处有已知的总功率。从输入处的信号增益、信号分布(例如高斯分布)和信号处理(例如通过处理器333),相关门限与虚警概率有关(例如通过收集统计数据或通过数值仿真或理论分析)。数值仿真或理论分析典型地依赖于所采用的信号处理方法。例如,在一个实施方式中,通过估计强信号的某些特征,基于这些估计的特征创建干扰波形,并从弱信号的一组相关输出中减去该干扰波形以消除强信号的干扰效应,可减小在处理较弱的接收卫星信号时由于强接收信号的干扰而产生的伪信号(spurioussignal)。关于用于减小移动台中的干扰的移动台的更多细节可参考美国专利6,236,354。当使用额外的信号处理操作来减少虚警(或用于其他目的)时,要执行额外的仿真操作或分析以对信号质量指标和虚警指标进行相关。In one embodiment of the invention, the combined receiver determines one or more signal quality indicators (e.g., correlation peak size, correlation peak width, signal strength, signal-to-noise ratio, signal-to-interference ratio, relationship to other candidate peaks, and relationship to other detected GPS signals) for determining a measurement false alarm probability indicator for measurements obtained at the receiver (eg, pseudoranges). In one embodiment, the combined receiver sends a signal quality indicator to the base station for determining the measurement false alarm probability of the measurement. In one embodiment, processor 333 determines a false alarm probability according to an index-based formula and transmits the probability along with the measurement to the base station via
在本发明的一个实施方式中,通信收发信机部分305能够使用通信信号(例如在通信链路350中)来提取定时指示符(例如定时帧或系统时间)或校准移动台的本地振荡器(图3中未示出)。关于移动台提取定时指示符或校准本地振荡器的更多细节可参考美国专利5,874,914和5,945,944。In one embodiment of the invention, communication transceiver portion 305 is capable of using communication signals (e.g., in communication link 350) to extract timing indicators (e.g., timing frames or system time) or to calibrate a mobile station's local oscillator ( not shown in Figure 3). More details on extracting timing indicators or calibrating local oscillators by mobile stations can be found in US Patents 5,874,914 and 5,945,944.
在接收机的组合GPS/通信系统310的一个实施方式中,由捕获和跟踪电路321生成的数据通过通信链路350发送到基站352。然后,基于来自远端接收机的数据、测量该数据的时间以及从其自己的GPS接收机或这种数据的其他来源接收到的星历数据,基站352确定接收机310的位置。然后就可以将位置数据发送回GPS接收机310或发送到其他远端位置。共同转让的美国专利No.5,874,914中公开了关于利用通信链路的便携式接收机的更多细节。In one embodiment of the combined GPS/
在本发明的一个实施方式中,组合GPS接收机包括(或连接到)数据处理系统(例如个人数字助理或便携式计算机)。数据处理系统包括连接到微处理器和存储器(例如ROM、易失性PAM、非易失性存储器)的总线。该总线将各种部件互连在一起,并且还将这些部件互连到显示控制器和显示设备并互连到诸如本领域中公知的输入/输出(I/O)设备之类的外围设备。该总线可以包括一个总线或通过本领域中公知的各种桥、控制器和/或适配器而彼此连接的更多总线。在一个实施方式中,数据处理系统包括通信端口(例如USB(通用串行总线)端口,IEEE-1394总线端口)。在本发明的一个实施方式中,移动台将测量值和这些测量值的先验虚警概率(或信号质量指标)发送到数据处理系统(例如通过I/O端口),以便数据处理系统可以确定接收机的位置和该位置解的可靠性。In one embodiment of the invention, the combined GPS receiver includes (or is connected to) a data processing system (eg a personal digital assistant or a portable computer). A data processing system includes a bus connected to a microprocessor and memory (eg ROM, volatile PAM, non-volatile memory). The bus interconnects the various components together and also to the display controller and display device and to peripheral devices such as input/output (I/O) devices as are known in the art. The bus may comprise one bus or more buses connected to each other by various bridges, controllers and/or adapters known in the art. In one embodiment, the data processing system includes a communication port (eg, USB (Universal Serial Bus) port, IEEE-1394 bus port). In one embodiment of the invention, the mobile station sends the measurements and the a priori false alarm probabilities (or signal quality indicators) of these measurements to the data processing system (e.g. via an I/O port) so that the data processing system can determine The location of the receiver and the reliability of the solution to that location.
虽然已经参考GPS卫星描述了本发明的方法和设备,但应当意识到,上述描述同样适用于利用伪卫星,或卫星和伪卫星的组合的定位系统。伪卫星是陆基发射机,其广播典型地调制到在L波段载波信号上、通常与GPS时间同步的PN码(类似于GPS信号)。可以为每个发射机指定唯一的PN码,以便可以由远端接收机识别。在有可能不能获得来自轨道卫星的GPS信号的情况下,诸如在隧道、矿井、建筑物或其他封闭区域的情况下,伪卫星是有用的。此处所使用的术语“卫星”意在包括伪卫星或伪卫星的等同物,并且此处所使用的术语“GPS信号”意在包括来自伪卫星或伪卫星的等同物的类似于GPS信号的信号。Although the method and apparatus of the present invention have been described with reference to GPS satellites, it should be appreciated that the above description is equally applicable to positioning systems utilizing pseudolites, or a combination of satellites and pseudolites. Pseudolites are ground-based transmitters whose broadcasts are typically modulated to a PN code on an L-band carrier signal, usually synchronized to GPS time (similar to the GPS signal). Each transmitter can be assigned a unique PN code so that it can be identified by the remote receiver. Pseudolites are useful in situations where GPS signals from orbiting satellites may not be available, such as in tunnels, mines, buildings or other enclosed areas. The term "satellite" as used herein is intended to include pseudolites or equivalents of pseudolites, and the term "GPS signal" as used herein is intended to include signals similar to GPS signals from pseudolites or equivalents of pseudolites.
在之前的讨论中,已经参考美国全球定位卫星(GPS)系统上的应用对本发明进行了描述。然而,显然,这些方法同样适用于类似的卫星定位系统,并且特别是俄罗斯的GLONASS系统和已提出的欧洲Galileo系统。GLONASS系统与GPS系统的主要不同在于通过利用略微不同的载波频率而不是利用不同的伪随机码来区分来自不同卫星的发射信号。在这种情况下,前述的所有电路和算法基本上都适用。此处所使用的术语“GPS”包括此类可作为替代的卫星定位系统,包括俄罗斯的GLONASS系统。In the previous discussion, the invention has been described with reference to its application on the US Global Positioning Satellite (GPS) system. However, it is clear that these methods are equally applicable to similar satellite positioning systems, and in particular the Russian GLONASS system and the proposed European Galileo system. The GLONASS system differs primarily from the GPS system by utilizing slightly different carrier frequencies rather than using different pseudo-random codes to distinguish transmissions from different satellites. In this case, basically all the circuits and algorithms described above apply. The term "GPS" as used herein includes such alternative satellite positioning systems, including the Russian GLONASS system.
虽然以上例子中的操作是以特定顺序说明的,但从本说明书,应当意识到,可以采用各种不同的操作顺序和变型,而不必局限于以上所说明的例子。Although the operations in the examples above are described in a particular order, from this description it should be appreciated that various orders and modifications of operations can be employed without being limited to the examples described above.
以上例子是在没有呈现出本领域公知的一些细节的情况下说明的,这些细节可参考多种出版物,诸如美国专利5,812,087、5,841,396、5,874,914、5,945,944、5,999,124、6,061,018、6,208,290以及6,215,442、6,236,354,如以上讨论中所指出的,在此通过参考引入所有这些专利。The above examples are illustrated without presenting some details known in the art, which can be referred to in various publications, such as U.S. Patent Nos. All of these patents are hereby incorporated by reference as noted in the discussion above.
在之前的描述中,已经参考特定示例性实施方式对本发明进行了描述。显然,可以进行各种修改而不脱离以下权利要求书中所阐明的本发明的更宽的本质和范围。因此,应当从说明性意义而不是限制性意义上看待说明书和附图。In the foregoing specification, the invention has been described with reference to specific exemplary embodiments. It will be evident that various modifications may be made without departing from the broader spirit and scope of the invention as set forth in the following claims. Accordingly, the specification and drawings are to be regarded in an illustrative rather than a restrictive sense.
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| CN105340305B (en) * | 2013-07-03 | 2019-07-02 | 索尼公司 | Communication control device, communication control method, and terminal device |
Also Published As
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|---|---|
| EP2523014A1 (en) | 2012-11-14 |
| MXPA05008627A (en) | 2005-12-06 |
| KR101304366B1 (en) | 2013-09-11 |
| US7170447B2 (en) | 2007-01-30 |
| US20040160365A1 (en) | 2004-08-19 |
| EP1592981A2 (en) | 2005-11-09 |
| KR101236349B1 (en) | 2013-02-22 |
| US20070109192A1 (en) | 2007-05-17 |
| KR20050099625A (en) | 2005-10-14 |
| KR20120029003A (en) | 2012-03-23 |
| WO2004075016A3 (en) | 2005-06-23 |
| BRPI0407425A (en) | 2006-01-24 |
| WO2004075016A2 (en) | 2004-09-02 |
| US7839327B2 (en) | 2010-11-23 |
| US7446706B2 (en) | 2008-11-04 |
| JP5575709B2 (en) | 2014-08-20 |
| EP1592981A4 (en) | 2010-05-26 |
| JP5575577B2 (en) | 2014-08-20 |
| JP2006518466A (en) | 2006-08-10 |
| JP2011043499A (en) | 2011-03-03 |
| JP2011047934A (en) | 2011-03-10 |
| JP2011252911A (en) | 2011-12-15 |
| KR20120031524A (en) | 2012-04-03 |
| JP5575576B2 (en) | 2014-08-20 |
| CN1761887A (en) | 2006-04-19 |
| US20090079636A1 (en) | 2009-03-26 |
| KR101209145B1 (en) | 2012-12-06 |
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